Overview

Brought to you by YData

Dataset statistics

Number of variables	44
Number of observations	101766
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	< 0.1%
Total size in memory	188.5 MiB
Average record size in memory	1.9 KiB

Variable types

Categorical	32
Numeric	10
Text	1
Boolean	1

Alerts

Dataset has 2 (< 0.1%) duplicate rows	Duplicates
`change` is highly overall correlated with `diabetesMed` and 1 other fields	High correlation
`diabetesMed` is highly overall correlated with `change` and 1 other fields	High correlation
`insulin` is highly overall correlated with `change` and 1 other fields	High correlation
`race` is highly imbalanced (57.2%)	Imbalance
`weight` is highly imbalanced (79.9%)	Imbalance
`max_glu_serum` is highly imbalanced (81.2%)	Imbalance
`A1Cresult` is highly imbalanced (54.8%)	Imbalance
`metformin` is highly imbalanced (59.5%)	Imbalance
`repaglinide` is highly imbalanced (93.9%)	Imbalance
`nateglinide` is highly imbalanced (96.9%)	Imbalance
`chlorpropamide` is highly imbalanced (99.5%)	Imbalance
`glimepiride` is highly imbalanced (84.0%)	Imbalance
`acetohexamide` is highly imbalanced (> 99.9%)	Imbalance
`glipizide` is highly imbalanced (69.2%)	Imbalance
`glyburide` is highly imbalanced (72.3%)	Imbalance
`tolbutamide` is highly imbalanced (99.7%)	Imbalance
`pioglitazone` is highly imbalanced (80.2%)	Imbalance
`rosiglitazone` is highly imbalanced (82.2%)	Imbalance
`acarbose` is highly imbalanced (98.5%)	Imbalance
`miglitol` is highly imbalanced (99.7%)	Imbalance
`troglitazone` is highly imbalanced (> 99.9%)	Imbalance
`tolazamide` is highly imbalanced (99.7%)	Imbalance
`glyburide-metformin` is highly imbalanced (97.0%)	Imbalance
`glipizide-metformin` is highly imbalanced (99.8%)	Imbalance
`glimepiride-pioglitazone` is highly imbalanced (> 99.9%)	Imbalance
`metformin-rosiglitazone` is highly imbalanced (> 99.9%)	Imbalance
`metformin-pioglitazone` is highly imbalanced (> 99.9%)	Imbalance
`number_emergency` is highly skewed (γ1 = 22.85558215)	Skewed
`num_procedures` has 46652 (45.8%) zeros	Zeros
`number_outpatient` has 85027 (83.6%) zeros	Zeros
`number_emergency` has 90383 (88.8%) zeros	Zeros
`number_inpatient` has 67630 (66.5%) zeros	Zeros

Reproduction

Analysis started	2025-11-26 21:17:04.244503
Analysis finished	2025-11-26 21:17:16.285060
Duration	12.04 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

race
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.7 MiB

Caucasian	78372
AfricanAmerican	19210
Hispanic	2037
Other	1506
Asian	641

Length

Max length	15
Median length	9
Mean length	10.028192
Min length	5

Characters and Unicode

Total characters	1020529
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Caucasian
2nd row	Caucasian
3rd row	AfricanAmerican
4th row	Caucasian
5th row	Caucasian

Common Values

Value	Count	Frequency (%)
Caucasian	78372	77.0%
AfricanAmerican	19210	18.9%
Hispanic	2037	2.0%
Other	1506	1.5%
Asian	641	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
caucasian	78372	77.0%
africanamerican	19210	18.9%
hispanic	2037	2.0%
other	1506	1.5%
asian	641	0.6%

Most occurring characters

Value	Count	Frequency (%)
a	276214	27.1%
i	121507	11.9%
n	119470	11.7%
c	118829	11.6%
s	81050	7.9%
C	78372	7.7%
u	78372	7.7%
r	39926	3.9%
A	39061	3.8%
e	20716	2.0%
Other values (7)	47012	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1020529	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	276214	27.1%
i	121507	11.9%
n	119470	11.7%
c	118829	11.6%
s	81050	7.9%
C	78372	7.7%
u	78372	7.7%
r	39926	3.9%
A	39061	3.8%
e	20716	2.0%
Other values (7)	47012	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1020529	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	276214	27.1%
i	121507	11.9%
n	119470	11.7%
c	118829	11.6%
s	81050	7.9%
C	78372	7.7%
u	78372	7.7%
r	39926	3.9%
A	39061	3.8%
e	20716	2.0%
Other values (7)	47012	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1020529	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	276214	27.1%
i	121507	11.9%
n	119470	11.7%
c	118829	11.6%
s	81050	7.9%
C	78372	7.7%
u	78372	7.7%
r	39926	3.9%
A	39061	3.8%
e	20716	2.0%
Other values (7)	47012	4.6%

gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.2 MiB

Female	54708
Male	47055
Unknown/Invalid	3

Length

Max length	15
Median length	6
Mean length	5.0754967
Min length	4

Characters and Unicode

Total characters	516513
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	54708	53.8%
Male	47055	46.2%
Unknown/Invalid	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	54708	53.8%
male	47055	46.2%
unknown/invalid	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	156471	30.3%
a	101766	19.7%
l	101766	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%
n	12	< 0.1%
U	3	< 0.1%
k	3	< 0.1%
o	3	< 0.1%
Other values (6)	18	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	516513	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	156471	30.3%
a	101766	19.7%
l	101766	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%
n	12	< 0.1%
U	3	< 0.1%
k	3	< 0.1%
o	3	< 0.1%
Other values (6)	18	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	516513	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	156471	30.3%
a	101766	19.7%
l	101766	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%
n	12	< 0.1%
U	3	< 0.1%
k	3	< 0.1%
o	3	< 0.1%
Other values (6)	18	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	516513	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	156471	30.3%
a	101766	19.7%
l	101766	19.7%
F	54708	10.6%
m	54708	10.6%
M	47055	9.1%
n	12	< 0.1%
U	3	< 0.1%
k	3	< 0.1%
o	3	< 0.1%
Other values (6)	18	< 0.1%

age
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.4 MiB

[70-80)	26068
[60-70)	22483
[50-60)	17256
[80-90)	17197
[40-50)	9685
Other values (5)	9077

Length

Max length	8
Median length	7
Mean length	7.0258633
Min length	6

Characters and Unicode

Total characters	714994
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[0-10)
2nd row	[10-20)
3rd row	[20-30)
4th row	[30-40)
5th row	[40-50)

Common Values

Value	Count	Frequency (%)
[70-80)	26068	25.6%
[60-70)	22483	22.1%
[50-60)	17256	17.0%
[80-90)	17197	16.9%
[40-50)	9685	9.5%
[30-40)	3775	3.7%
[90-100)	2793	2.7%
[20-30)	1657	1.6%
[10-20)	691	0.7%
[0-10)	161	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
70-80	26068	25.6%
60-70	22483	22.1%
50-60	17256	17.0%
80-90	17197	16.9%
40-50	9685	9.5%
30-40	3775	3.7%
90-100	2793	2.7%
20-30	1657	1.6%
10-20	691	0.7%
0-10	161	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	206325	28.9%
[	101766	14.2%
-	101766	14.2%
)	101766	14.2%
7	48551	6.8%
8	43265	6.1%
6	39739	5.6%
5	26941	3.8%
9	19990	2.8%
4	13460	1.9%
Other values (3)	11425	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	714994	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	206325	28.9%
[	101766	14.2%
-	101766	14.2%
)	101766	14.2%
7	48551	6.8%
8	43265	6.1%
6	39739	5.6%
5	26941	3.8%
9	19990	2.8%
4	13460	1.9%
Other values (3)	11425	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	714994	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	206325	28.9%
[	101766	14.2%
-	101766	14.2%
)	101766	14.2%
7	48551	6.8%
8	43265	6.1%
6	39739	5.6%
5	26941	3.8%
9	19990	2.8%
4	13460	1.9%
Other values (3)	11425	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	714994	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	206325	28.9%
[	101766	14.2%
-	101766	14.2%
)	101766	14.2%
7	48551	6.8%
8	43265	6.1%
6	39739	5.6%
5	26941	3.8%
9	19990	2.8%
4	13460	1.9%
Other values (3)	11425	1.6%

weight
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

0	98569
1	3197

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	101766
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

Most occurring characters

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	101766	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	101766	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	101766	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	98569	96.9%
1	3197	3.1%

admission_type_id
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0240061

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4454028
Coefficient of variation (CV)	0.7141297
Kurtosis	1.9424761
Mean	2.0240061
Median Absolute Deviation (MAD)	0
Skewness	1.5919843
Sum	205975
Variance	2.0891893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	53990	53.1%
3	18869	18.5%
2	18480	18.2%
6	5291	5.2%
5	4785	4.7%
8	320	0.3%
7	21	< 0.1%
4	10	< 0.1%

Value	Count	Frequency (%)
1	53990	53.1%
2	18480	18.2%
3	18869	18.5%
4	10	< 0.1%
5	4785	4.7%
6	5291	5.2%
7	21	< 0.1%
8	320	0.3%

Value	Count	Frequency (%)
8	320	0.3%
7	21	< 0.1%
6	5291	5.2%
5	4785	4.7%
4	10	< 0.1%
3	18869	18.5%
2	18480	18.2%
1	53990	53.1%

admission_source_id
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7544366

Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	7
95-th percentile	17
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.0640808
Coefficient of variation (CV)	0.70625173
Kurtosis	1.7449894
Mean	5.7544366
Median Absolute Deviation (MAD)	0
Skewness	1.0299349
Sum	585606
Variance	16.516753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7	57494	56.5%
1	29565	29.1%
17	6781	6.7%
4	3187	3.1%
6	2264	2.2%
2	1104	1.1%
5	855	0.8%
3	187	0.2%
20	161	0.2%
9	125	0.1%
Other values (7)	43	< 0.1%

Value	Count	Frequency (%)
1	29565	29.1%
2	1104	1.1%
3	187	0.2%
4	3187	3.1%
5	855	0.8%
6	2264	2.2%
7	57494	56.5%
8	16	< 0.1%
9	125	0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
25	2	< 0.1%
22	12	< 0.1%
20	161	0.2%
17	6781	6.7%
14	2	< 0.1%
13	1	< 0.1%
11	2	< 0.1%
10	8	< 0.1%
9	125	0.1%
8	16	< 0.1%

time_in_hospital
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3959869

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	11
Maximum	14
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9851078
Coefficient of variation (CV)	0.67905293
Kurtosis	0.85025084
Mean	4.3959869
Median Absolute Deviation (MAD)	2
Skewness	1.1339987
Sum	447362
Variance	8.9108684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	17756	17.4%
2	17224	16.9%
1	14208	14.0%
4	13924	13.7%
5	9966	9.8%
6	7539	7.4%
7	5859	5.8%
8	4391	4.3%
9	3002	2.9%
10	2342	2.3%
Other values (4)	5555	5.5%

Value	Count	Frequency (%)
1	14208	14.0%
2	17224	16.9%
3	17756	17.4%
4	13924	13.7%
5	9966	9.8%
6	7539	7.4%
7	5859	5.8%
8	4391	4.3%
9	3002	2.9%
10	2342	2.3%

Value	Count	Frequency (%)
14	1042	1.0%
13	1210	1.2%
12	1448	1.4%
11	1855	1.8%
10	2342	2.3%
9	3002	2.9%
8	4391	4.3%
7	5859	5.8%
6	7539	7.4%
5	9966	9.8%

medical_specialty
Text

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 MiB

Length

Max length	36
Median length	33
Mean length	11.557603
Min length	6

Characters and Unicode

Total characters	1176171
Distinct characters	43
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	Pediatrics-Endocrinology
2nd row	Unknown
3rd row	Unknown
4th row	Unknown
5th row	Unknown

Value	Count	Frequency (%)
unknown	49949	49.1%
internalmedicine	14635	14.4%
emergency/trauma	7565	7.4%
family/generalpractice	7440	7.3%
cardiology	5352	5.3%
surgery-general	3099	3.0%
nephrology	1613	1.6%
orthopedics	1400	1.4%
orthopedics-reconstructive	1233	1.2%
radiologist	1140	1.1%
Other values (63)	8340	8.2%

Most occurring characters

Value	Count	Frequency (%)
n	218645	18.6%
e	105151	8.9%
o	84002	7.1%
r	76899	6.5%
a	71149	6.0%
i	63308	5.4%
U	50634	4.3%
c	50007	4.3%
k	49950	4.2%
w	49950	4.2%
Other values (33)	356476	30.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1176171	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	218645	18.6%
e	105151	8.9%
o	84002	7.1%
r	76899	6.5%
a	71149	6.0%
i	63308	5.4%
U	50634	4.3%
c	50007	4.3%
k	49950	4.2%
w	49950	4.2%
Other values (33)	356476	30.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1176171	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	218645	18.6%
e	105151	8.9%
o	84002	7.1%
r	76899	6.5%
a	71149	6.0%
i	63308	5.4%
U	50634	4.3%
c	50007	4.3%
k	49950	4.2%
w	49950	4.2%
Other values (33)	356476	30.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1176171	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	218645	18.6%
e	105151	8.9%
o	84002	7.1%
r	76899	6.5%
a	71149	6.0%
i	63308	5.4%
U	50634	4.3%
c	50007	4.3%
k	49950	4.2%
w	49950	4.2%
Other values (33)	356476	30.3%

num_lab_procedures
Real number (ℝ)

Distinct	118
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.095641

Minimum	1
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	31
median	44
Q3	57
95-th percentile	73
Maximum	132
Range	131
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.674362
Coefficient of variation (CV)	0.45652789
Kurtosis	-0.24507352
Mean	43.095641
Median Absolute Deviation (MAD)	13
Skewness	-0.23654392
Sum	4385671
Variance	387.08053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3208	3.2%
43	2804	2.8%
44	2496	2.5%
45	2376	2.3%
38	2213	2.2%
40	2201	2.2%
46	2189	2.2%
41	2117	2.1%
42	2113	2.1%
47	2106	2.1%
Other values (108)	77943	76.6%

Value	Count	Frequency (%)
1	3208	3.2%
2	1101	1.1%
3	668	0.7%
4	378	0.4%
5	286	0.3%
6	282	0.3%
7	323	0.3%
8	366	0.4%
9	933	0.9%
10	838	0.8%

Value	Count	Frequency (%)
132	1	< 0.1%
129	1	< 0.1%
126	1	< 0.1%
121	1	< 0.1%
120	1	< 0.1%
118	1	< 0.1%
114	2	< 0.1%
113	3	< 0.1%
111	3	< 0.1%
109	4	< 0.1%

num_procedures
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3397304

Minimum	0
Maximum	6
Zeros	46652
Zeros (%)	45.8%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.705807
Coefficient of variation (CV)	1.2732465
Kurtosis	0.8571103
Mean	1.3397304
Median Absolute Deviation (MAD)	1
Skewness	1.3164148
Sum	136339
Variance	2.9097775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	46652	45.8%
1	20742	20.4%
2	12717	12.5%
3	9443	9.3%
6	4954	4.9%
4	4180	4.1%
5	3078	3.0%

Value	Count	Frequency (%)
0	46652	45.8%
1	20742	20.4%
2	12717	12.5%
3	9443	9.3%
4	4180	4.1%
5	3078	3.0%
6	4954	4.9%

Value	Count	Frequency (%)
6	4954	4.9%
5	3078	3.0%
4	4180	4.1%
3	9443	9.3%
2	12717	12.5%
1	20742	20.4%
0	46652	45.8%

num_medications
Real number (ℝ)

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.021844

Minimum	1
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	10
median	15
Q3	20
95-th percentile	31
Maximum	81
Range	80
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.1275662
Coefficient of variation (CV)	0.50728032
Kurtosis	3.4681549
Mean	16.021844
Median Absolute Deviation (MAD)	5
Skewness	1.3266721
Sum	1630479
Variance	66.057332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	6086	6.0%
12	6004	5.9%
11	5795	5.7%
15	5792	5.7%
14	5707	5.6%
16	5430	5.3%
10	5346	5.3%
17	4919	4.8%
9	4913	4.8%
18	4523	4.4%
Other values (65)	47251	46.4%

Value	Count	Frequency (%)
1	262	0.3%
2	470	0.5%
3	900	0.9%
4	1417	1.4%
5	2017	2.0%
6	2699	2.7%
7	3484	3.4%
8	4353	4.3%
9	4913	4.8%
10	5346	5.3%

Value	Count	Frequency (%)
81	1	< 0.1%
79	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
72	3	< 0.1%
70	2	< 0.1%
69	5	< 0.1%
68	7	< 0.1%
67	7	< 0.1%
66	5	< 0.1%

number_outpatient
Real number (ℝ)

Zeros

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36935715

Minimum	0
Maximum	42
Zeros	85027
Zeros (%)	83.6%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2672651
Coefficient of variation (CV)	3.4310019
Kurtosis	147.90774
Mean	0.36935715
Median Absolute Deviation (MAD)	0
Skewness	8.8329589
Sum	37588
Variance	1.6059608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	85027	83.6%
1	8547	8.4%
2	3594	3.5%
3	2042	2.0%
4	1099	1.1%
5	533	0.5%
6	303	0.3%
7	155	0.2%
8	98	0.1%
9	83	0.1%
Other values (29)	285	0.3%

Value	Count	Frequency (%)
0	85027	83.6%
1	8547	8.4%
2	3594	3.5%
3	2042	2.0%
4	1099	1.1%
5	533	0.5%
6	303	0.3%
7	155	0.2%
8	98	0.1%
9	83	0.1%

Value	Count	Frequency (%)
42	1	< 0.1%
40	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	1	< 0.1%
36	2	< 0.1%
35	2	< 0.1%
34	1	< 0.1%
33	2	< 0.1%
29	2	< 0.1%

number_emergency
Real number (ℝ)

Skewed Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19783621

Minimum	0
Maximum	76
Zeros	90383
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	76
Range	76
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.93047227
Coefficient of variation (CV)	4.7032455
Kurtosis	1191.6867
Mean	0.19783621
Median Absolute Deviation (MAD)	0
Skewness	22.855582
Sum	20133
Variance	0.86577864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	90383	88.8%
1	7677	7.5%
2	2042	2.0%
3	725	0.7%
4	374	0.4%
5	192	0.2%
6	94	0.1%
7	73	0.1%
8	50	< 0.1%
10	34	< 0.1%
Other values (23)	122	0.1%

Value	Count	Frequency (%)
0	90383	88.8%
1	7677	7.5%
2	2042	2.0%
3	725	0.7%
4	374	0.4%
5	192	0.2%
6	94	0.1%
7	73	0.1%
8	50	< 0.1%
9	33	< 0.1%

Value	Count	Frequency (%)
76	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
54	1	< 0.1%
46	1	< 0.1%
42	1	< 0.1%
37	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
25	2	< 0.1%

number_inpatient
Real number (ℝ)

Zeros

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63556591

Minimum	0
Maximum	21
Zeros	67630
Zeros (%)	66.5%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	21
Range	21
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2628633
Coefficient of variation (CV)	1.9869903
Kurtosis	20.719397
Mean	0.63556591
Median Absolute Deviation (MAD)	0
Skewness	3.614139
Sum	64679
Variance	1.5948237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	67630	66.5%
1	19521	19.2%
2	7566	7.4%
3	3411	3.4%
4	1622	1.6%
5	812	0.8%
6	480	0.5%
7	268	0.3%
8	151	0.1%
9	111	0.1%
Other values (11)	194	0.2%

Value	Count	Frequency (%)
0	67630	66.5%
1	19521	19.2%
2	7566	7.4%
3	3411	3.4%
4	1622	1.6%
5	812	0.8%
6	480	0.5%
7	268	0.3%
8	151	0.1%
9	111	0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
19	2	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	6	< 0.1%
15	9	< 0.1%
14	10	< 0.1%
13	20	< 0.1%
12	34	< 0.1%
11	49	< 0.1%

number_diagnoses
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4226068

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	795.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
median	8
Q3	9
95-th percentile	9
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9336001
Coefficient of variation (CV)	0.26050149
Kurtosis	-0.079056024
Mean	7.4226068
Median Absolute Deviation (MAD)	1
Skewness	-0.87674624
Sum	755369
Variance	3.7388095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	49474	48.6%
5	11393	11.2%
8	10616	10.4%
7	10393	10.2%
6	10161	10.0%
4	5537	5.4%
3	2835	2.8%
2	1023	1.0%
1	219	0.2%
16	45	< 0.1%
Other values (6)	70	0.1%

Value	Count	Frequency (%)
1	219	0.2%
2	1023	1.0%
3	2835	2.8%
4	5537	5.4%
5	11393	11.2%
6	10161	10.0%
7	10393	10.2%
8	10616	10.4%
9	49474	48.6%
10	17	< 0.1%

Value	Count	Frequency (%)
16	45	< 0.1%
15	10	< 0.1%
14	7	< 0.1%
13	16	< 0.1%
12	9	< 0.1%
11	11	< 0.1%
10	17	< 0.1%
9	49474	48.6%
8	10616	10.4%
7	10393	10.2%

max_glu_serum
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 MiB

NotPerformed	96420
Norm	2597
>200	1485
>300	1264

Length

Max length	12
Median length	12
Mean length	11.579742
Min length	4

Characters and Unicode

Total characters	1178424
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NotPerformed
2nd row	NotPerformed
3rd row	NotPerformed
4th row	NotPerformed
5th row	NotPerformed

Common Values

Value	Count	Frequency (%)
NotPerformed	96420	94.7%
Norm	2597	2.6%
>200	1485	1.5%
>300	1264	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notperformed	96420	94.7%
norm	2597	2.6%
200	1485	1.5%
300	1264	1.2%

Most occurring characters

Value	Count	Frequency (%)
o	195437	16.6%
r	195437	16.6%
e	192840	16.4%
N	99017	8.4%
m	99017	8.4%
t	96420	8.2%
P	96420	8.2%
f	96420	8.2%
d	96420	8.2%
0	5498	0.5%
Other values (3)	5498	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1178424	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	195437	16.6%
r	195437	16.6%
e	192840	16.4%
N	99017	8.4%
m	99017	8.4%
t	96420	8.2%
P	96420	8.2%
f	96420	8.2%
d	96420	8.2%
0	5498	0.5%
Other values (3)	5498	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1178424	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	195437	16.6%
r	195437	16.6%
e	192840	16.4%
N	99017	8.4%
m	99017	8.4%
t	96420	8.2%
P	96420	8.2%
f	96420	8.2%
d	96420	8.2%
0	5498	0.5%
Other values (3)	5498	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1178424	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	195437	16.6%
r	195437	16.6%
e	192840	16.4%
N	99017	8.4%
m	99017	8.4%
t	96420	8.2%
P	96420	8.2%
f	96420	8.2%
d	96420	8.2%
0	5498	0.5%
Other values (3)	5498	0.5%

A1Cresult
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

NotPerformed	84748
>8	8216
Norm	4990
>7	3812

Length

Max length	12
Median length	12
Mean length	10.4258
Min length	2

Characters and Unicode

Total characters	1060992
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NotPerformed
2nd row	NotPerformed
3rd row	NotPerformed
4th row	NotPerformed
5th row	NotPerformed

Common Values

Value	Count	Frequency (%)
NotPerformed	84748	83.3%
>8	8216	8.1%
Norm	4990	4.9%
>7	3812	3.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notperformed	84748	83.3%
8	8216	8.1%
norm	4990	4.9%
7	3812	3.7%

Most occurring characters

Value	Count	Frequency (%)
o	174486	16.4%
r	174486	16.4%
e	169496	16.0%
N	89738	8.5%
m	89738	8.5%
t	84748	8.0%
P	84748	8.0%
f	84748	8.0%
d	84748	8.0%
>	12028	1.1%
Other values (2)	12028	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1060992	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	174486	16.4%
r	174486	16.4%
e	169496	16.0%
N	89738	8.5%
m	89738	8.5%
t	84748	8.0%
P	84748	8.0%
f	84748	8.0%
d	84748	8.0%
>	12028	1.1%
Other values (2)	12028	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1060992	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	174486	16.4%
r	174486	16.4%
e	169496	16.0%
N	89738	8.5%
m	89738	8.5%
t	84748	8.0%
P	84748	8.0%
f	84748	8.0%
d	84748	8.0%
>	12028	1.1%
Other values (2)	12028	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1060992	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	174486	16.4%
r	174486	16.4%
e	169496	16.0%
N	89738	8.5%
m	89738	8.5%
t	84748	8.0%
P	84748	8.0%
f	84748	8.0%
d	84748	8.0%
>	12028	1.1%
Other values (2)	12028	1.1%

metformin
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	81778
Steady	18346
Up	1067
Down	575

Length

Max length	6
Median length	2
Mean length	2.7324057
Min length	2

Characters and Unicode

Total characters	278066
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	81778	80.4%
Steady	18346	18.0%
Up	1067	1.0%
Down	575	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	81778	80.4%
steady	18346	18.0%
up	1067	1.0%
down	575	0.6%

Most occurring characters

Value	Count	Frequency (%)
o	82353	29.6%
N	81778	29.4%
S	18346	6.6%
t	18346	6.6%
e	18346	6.6%
a	18346	6.6%
d	18346	6.6%
y	18346	6.6%
U	1067	0.4%
p	1067	0.4%
Other values (3)	1725	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	278066	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	82353	29.6%
N	81778	29.4%
S	18346	6.6%
t	18346	6.6%
e	18346	6.6%
a	18346	6.6%
d	18346	6.6%
y	18346	6.6%
U	1067	0.4%
p	1067	0.4%
Other values (3)	1725	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	278066	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	82353	29.6%
N	81778	29.4%
S	18346	6.6%
t	18346	6.6%
e	18346	6.6%
a	18346	6.6%
d	18346	6.6%
y	18346	6.6%
U	1067	0.4%
p	1067	0.4%
Other values (3)	1725	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	278066	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	82353	29.6%
N	81778	29.4%
S	18346	6.6%
t	18346	6.6%
e	18346	6.6%
a	18346	6.6%
d	18346	6.6%
y	18346	6.6%
U	1067	0.4%
p	1067	0.4%
Other values (3)	1725	0.6%

repaglinide
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	100227
Steady	1384
Up	110
Down	45

Length

Max length	6
Median length	2
Mean length	2.0552837
Min length	2

Characters and Unicode

Total characters	209158
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	100227	98.5%
Steady	1384	1.4%
Up	110	0.1%
Down	45	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	100227	98.5%
steady	1384	1.4%
up	110	0.1%
down	45	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	100272	47.9%
N	100227	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
Other values (3)	135	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	209158	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	100272	47.9%
N	100227	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
Other values (3)	135	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	209158	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	100272	47.9%
N	100227	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
Other values (3)	135	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	209158	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	100272	47.9%
N	100227	47.9%
S	1384	0.7%
t	1384	0.7%
e	1384	0.7%
a	1384	0.7%
d	1384	0.7%
y	1384	0.7%
U	110	0.1%
p	110	0.1%
Other values (3)	135	0.1%

nateglinide
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	101063
Steady	668
Up	24
Down	11

Length

Max length	6
Median length	2
Mean length	2.0264725
Min length	2

Characters and Unicode

Total characters	206226
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101063	99.3%
Steady	668	0.7%
Up	24	< 0.1%
Down	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101063	99.3%
steady	668	0.7%
up	24	< 0.1%
down	11	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	101074	49.0%
N	101063	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
Other values (3)	33	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	206226	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	101074	49.0%
N	101063	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
Other values (3)	33	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	206226	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	101074	49.0%
N	101063	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
Other values (3)	33	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	206226	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	101074	49.0%
N	101063	49.0%
S	668	0.3%
t	668	0.3%
e	668	0.3%
a	668	0.3%
d	668	0.3%
y	668	0.3%
U	24	< 0.1%
p	24	< 0.1%
Other values (3)	33	< 0.1%

chlorpropamide
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	101680
Steady	79
Up	6
Down	1

Length

Max length	6
Median length	2
Mean length	2.0031248
Min length	2

Characters and Unicode

Total characters	203850
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101680	99.9%
Steady	79	0.1%
Up	6	< 0.1%
Down	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101680	99.9%
steady	79	0.1%
up	6	< 0.1%
down	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	101681	49.9%
N	101680	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
Other values (3)	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203850	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	101681	49.9%
N	101680	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
Other values (3)	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203850	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	101681	49.9%
N	101680	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
Other values (3)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203850	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	101681	49.9%
N	101680	49.9%
S	79	< 0.1%
t	79	< 0.1%
e	79	< 0.1%
a	79	< 0.1%
d	79	< 0.1%
y	79	< 0.1%
U	6	< 0.1%
p	6	< 0.1%
Other values (3)	3	< 0.1%

glimepiride
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	96575
Steady	4670
Up	327
Down	194

Length

Max length	6
Median length	2
Mean length	2.187371
Min length	2

Characters and Unicode

Total characters	222600
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	96575	94.9%
Steady	4670	4.6%
Up	327	0.3%
Down	194	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	96575	94.9%
steady	4670	4.6%
up	327	0.3%
down	194	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	96769	43.5%
N	96575	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
Other values (3)	582	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	222600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	96769	43.5%
N	96575	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
Other values (3)	582	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	222600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	96769	43.5%
N	96575	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
Other values (3)	582	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	222600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	96769	43.5%
N	96575	43.4%
S	4670	2.1%
t	4670	2.1%
e	4670	2.1%
a	4670	2.1%
d	4670	2.1%
y	4670	2.1%
U	327	0.1%
p	327	0.1%
Other values (3)	582	0.3%

acetohexamide
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101765
Steady	1

Length

Max length	6
Median length	2
Mean length	2.0000393
Min length	2

Characters and Unicode

Total characters	203536
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101765	> 99.9%
Steady	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101765	> 99.9%
steady	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

glipizide
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	89080
Steady	11356
Up	770
Down	560

Length

Max length	6
Median length	2
Mean length	2.457363
Min length	2

Characters and Unicode

Total characters	250076
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	Steady
4th row	No
5th row	Steady

Common Values

Value	Count	Frequency (%)
No	89080	87.5%
Steady	11356	11.2%
Up	770	0.8%
Down	560	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	89080	87.5%
steady	11356	11.2%
up	770	0.8%
down	560	0.6%

Most occurring characters

Value	Count	Frequency (%)
o	89640	35.8%
N	89080	35.6%
S	11356	4.5%
t	11356	4.5%
e	11356	4.5%
a	11356	4.5%
d	11356	4.5%
y	11356	4.5%
U	770	0.3%
p	770	0.3%
Other values (3)	1680	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	250076	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	89640	35.8%
N	89080	35.6%
S	11356	4.5%
t	11356	4.5%
e	11356	4.5%
a	11356	4.5%
d	11356	4.5%
y	11356	4.5%
U	770	0.3%
p	770	0.3%
Other values (3)	1680	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	250076	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	89640	35.8%
N	89080	35.6%
S	11356	4.5%
t	11356	4.5%
e	11356	4.5%
a	11356	4.5%
d	11356	4.5%
y	11356	4.5%
U	770	0.3%
p	770	0.3%
Other values (3)	1680	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	250076	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	89640	35.8%
N	89080	35.6%
S	11356	4.5%
t	11356	4.5%
e	11356	4.5%
a	11356	4.5%
d	11356	4.5%
y	11356	4.5%
U	770	0.3%
p	770	0.3%
Other values (3)	1680	0.7%

glyburide
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	91116
Steady	9274
Up	812
Down	564

Length

Max length	6
Median length	2
Mean length	2.3756068
Min length	2

Characters and Unicode

Total characters	241756
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	91116	89.5%
Steady	9274	9.1%
Up	812	0.8%
Down	564	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	91116	89.5%
steady	9274	9.1%
up	812	0.8%
down	564	0.6%

Most occurring characters

Value	Count	Frequency (%)
o	91680	37.9%
N	91116	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
Other values (3)	1692	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	241756	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	91680	37.9%
N	91116	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
Other values (3)	1692	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	241756	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	91680	37.9%
N	91116	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
Other values (3)	1692	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	241756	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	91680	37.9%
N	91116	37.7%
S	9274	3.8%
t	9274	3.8%
e	9274	3.8%
a	9274	3.8%
d	9274	3.8%
y	9274	3.8%
U	812	0.3%
p	812	0.3%
Other values (3)	1692	0.7%

tolbutamide
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101743
Steady	23

Length

Max length	6
Median length	2
Mean length	2.000904
Min length	2

Characters and Unicode

Total characters	203624
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101743	> 99.9%
Steady	23	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101743	> 99.9%
steady	23	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101743	50.0%
o	101743	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203624	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101743	50.0%
o	101743	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203624	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101743	50.0%
o	101743	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203624	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101743	50.0%
o	101743	50.0%
S	23	< 0.1%
t	23	< 0.1%
e	23	< 0.1%
a	23	< 0.1%
d	23	< 0.1%
y	23	< 0.1%

pioglitazone
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	94438
Steady	6976
Up	234
Down	118

Length

Max length	6
Median length	2
Mean length	2.2765167
Min length	2

Characters and Unicode

Total characters	231672
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	94438	92.8%
Steady	6976	6.9%
Up	234	0.2%
Down	118	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	94438	92.8%
steady	6976	6.9%
up	234	0.2%
down	118	0.1%

Most occurring characters

Value	Count	Frequency (%)
o	94556	40.8%
N	94438	40.8%
S	6976	3.0%
t	6976	3.0%
e	6976	3.0%
a	6976	3.0%
d	6976	3.0%
y	6976	3.0%
U	234	0.1%
p	234	0.1%
Other values (3)	354	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	231672	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	94556	40.8%
N	94438	40.8%
S	6976	3.0%
t	6976	3.0%
e	6976	3.0%
a	6976	3.0%
d	6976	3.0%
y	6976	3.0%
U	234	0.1%
p	234	0.1%
Other values (3)	354	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	231672	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	94556	40.8%
N	94438	40.8%
S	6976	3.0%
t	6976	3.0%
e	6976	3.0%
a	6976	3.0%
d	6976	3.0%
y	6976	3.0%
U	234	0.1%
p	234	0.1%
Other values (3)	354	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	231672	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	94556	40.8%
N	94438	40.8%
S	6976	3.0%
t	6976	3.0%
e	6976	3.0%
a	6976	3.0%
d	6976	3.0%
y	6976	3.0%
U	234	0.1%
p	234	0.1%
Other values (3)	354	0.2%

rosiglitazone
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	95401
Steady	6100
Up	178
Down	87

Length

Max length	6
Median length	2
Mean length	2.2414755
Min length	2

Characters and Unicode

Total characters	228106
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	95401	93.7%
Steady	6100	6.0%
Up	178	0.2%
Down	87	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	95401	93.7%
steady	6100	6.0%
up	178	0.2%
down	87	0.1%

Most occurring characters

Value	Count	Frequency (%)
o	95488	41.9%
N	95401	41.8%
S	6100	2.7%
t	6100	2.7%
e	6100	2.7%
a	6100	2.7%
d	6100	2.7%
y	6100	2.7%
U	178	0.1%
p	178	0.1%
Other values (3)	261	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	228106	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	95488	41.9%
N	95401	41.8%
S	6100	2.7%
t	6100	2.7%
e	6100	2.7%
a	6100	2.7%
d	6100	2.7%
y	6100	2.7%
U	178	0.1%
p	178	0.1%
Other values (3)	261	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	228106	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	95488	41.9%
N	95401	41.8%
S	6100	2.7%
t	6100	2.7%
e	6100	2.7%
a	6100	2.7%
d	6100	2.7%
y	6100	2.7%
U	178	0.1%
p	178	0.1%
Other values (3)	261	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	228106	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	95488	41.9%
N	95401	41.8%
S	6100	2.7%
t	6100	2.7%
e	6100	2.7%
a	6100	2.7%
d	6100	2.7%
y	6100	2.7%
U	178	0.1%
p	178	0.1%
Other values (3)	261	0.1%

acarbose
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	101458
Steady	295
Up	10
Down	3

Length

Max length	6
Median length	2
Mean length	2.0116542
Min length	2

Characters and Unicode

Total characters	204718
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101458	99.7%
Steady	295	0.3%
Up	10	< 0.1%
Down	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101458	99.7%
steady	295	0.3%
up	10	< 0.1%
down	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	101461	49.6%
N	101458	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
Other values (3)	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	204718	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	101461	49.6%
N	101458	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
Other values (3)	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	204718	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	101461	49.6%
N	101458	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
Other values (3)	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	204718	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	101461	49.6%
N	101458	49.6%
S	295	0.1%
t	295	0.1%
e	295	0.1%
a	295	0.1%
d	295	0.1%
y	295	0.1%
U	10	< 0.1%
p	10	< 0.1%
Other values (3)	9	< 0.1%

miglitol
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101728
Steady	31
Down	5
Up	2

Length

Max length	6
Median length	2
Mean length	2.0013167
Min length	2

Characters and Unicode

Total characters	203666
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101728	> 99.9%
Steady	31	< 0.1%
Down	5	< 0.1%
Up	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101728	> 99.9%
steady	31	< 0.1%
down	5	< 0.1%
up	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	101733	50.0%
N	101728	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
Other values (3)	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203666	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	101733	50.0%
N	101728	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
Other values (3)	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203666	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	101733	50.0%
N	101728	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
Other values (3)	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203666	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	101733	50.0%
N	101728	49.9%
S	31	< 0.1%
t	31	< 0.1%
e	31	< 0.1%
a	31	< 0.1%
d	31	< 0.1%
y	31	< 0.1%
D	5	< 0.1%
w	5	< 0.1%
Other values (3)	9	< 0.1%

troglitazone
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101763
Steady	3

Length

Max length	6
Median length	2
Mean length	2.0001179
Min length	2

Characters and Unicode

Total characters	203544
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101763	> 99.9%
Steady	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101763	> 99.9%
steady	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101763	50.0%
o	101763	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203544	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101763	50.0%
o	101763	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203544	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101763	50.0%
o	101763	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203544	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101763	50.0%
o	101763	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

tolazamide
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101727
Steady	38
Up	1

Length

Max length	6
Median length	2
Mean length	2.0014936
Min length	2

Characters and Unicode

Total characters	203684
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101727	> 99.9%
Steady	38	< 0.1%
Up	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101727	> 99.9%
steady	38	< 0.1%
up	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101727	49.9%
o	101727	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203684	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101727	49.9%
o	101727	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203684	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101727	49.9%
o	101727	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203684	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101727	49.9%
o	101727	49.9%
S	38	< 0.1%
t	38	< 0.1%
e	38	< 0.1%
a	38	< 0.1%
d	38	< 0.1%
y	38	< 0.1%
U	1	< 0.1%
p	1	< 0.1%

insulin
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.1 MiB

No	47383
Steady	30849
Down	12218
Up	11316

Length

Max length	6
Median length	2
Mean length	3.4526659
Min length	2

Characters and Unicode

Total characters	351364
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	Up
3rd row	No
4th row	Up
5th row	Steady

Common Values

Value	Count	Frequency (%)
No	47383	46.6%
Steady	30849	30.3%
Down	12218	12.0%
Up	11316	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	47383	46.6%
steady	30849	30.3%
down	12218	12.0%
up	11316	11.1%

Most occurring characters

Value	Count	Frequency (%)
o	59601	17.0%
N	47383	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
Other values (3)	34850	9.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	351364	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	59601	17.0%
N	47383	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
Other values (3)	34850	9.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	351364	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	59601	17.0%
N	47383	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
Other values (3)	34850	9.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	351364	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	59601	17.0%
N	47383	13.5%
S	30849	8.8%
t	30849	8.8%
e	30849	8.8%
a	30849	8.8%
d	30849	8.8%
y	30849	8.8%
D	12218	3.5%
w	12218	3.5%
Other values (3)	34850	9.9%

glyburide-metformin
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

No	101060
Steady	692
Up	8
Down	6

Length

Max length	6
Median length	2
Mean length	2.0273176
Min length	2

Characters and Unicode

Total characters	206312
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101060	99.3%
Steady	692	0.7%
Up	8	< 0.1%
Down	6	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101060	99.3%
steady	692	0.7%
up	8	< 0.1%
down	6	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	101066	49.0%
N	101060	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
Other values (3)	18	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	206312	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	101066	49.0%
N	101060	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
Other values (3)	18	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	206312	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	101066	49.0%
N	101060	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
Other values (3)	18	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	206312	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	101066	49.0%
N	101060	49.0%
S	692	0.3%
t	692	0.3%
e	692	0.3%
a	692	0.3%
d	692	0.3%
y	692	0.3%
U	8	< 0.1%
p	8	< 0.1%
Other values (3)	18	< 0.1%

glipizide-metformin
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101753
Steady	13

Length

Max length	6
Median length	2
Mean length	2.000511
Min length	2

Characters and Unicode

Total characters	203584
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101753	> 99.9%
Steady	13	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101753	> 99.9%
steady	13	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101753	50.0%
o	101753	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203584	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101753	50.0%
o	101753	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203584	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101753	50.0%
o	101753	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203584	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101753	50.0%
o	101753	50.0%
S	13	< 0.1%
t	13	< 0.1%
e	13	< 0.1%
a	13	< 0.1%
d	13	< 0.1%
y	13	< 0.1%

glimepiride-pioglitazone
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101765
Steady	1

Length

Max length	6
Median length	2
Mean length	2.0000393
Min length	2

Characters and Unicode

Total characters	203536
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101765	> 99.9%
Steady	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101765	> 99.9%
steady	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

metformin-rosiglitazone
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101764
Steady	2

Length

Max length	6
Median length	2
Mean length	2.0000786
Min length	2

Characters and Unicode

Total characters	203540
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101764	> 99.9%
Steady	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101764	> 99.9%
steady	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101764	50.0%
o	101764	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203540	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101764	50.0%
o	101764	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203540	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101764	50.0%
o	101764	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203540	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101764	50.0%
o	101764	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

metformin-pioglitazone
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	101765
Steady	1

Length

Max length	6
Median length	2
Mean length	2.0000393
Min length	2

Characters and Unicode

Total characters	203536
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	101765	> 99.9%
Steady	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	101765	> 99.9%
steady	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203536	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	101765	50.0%
o	101765	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

change
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

No	54755
Ch	47011

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	203532
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	Ch
3rd row	No
4th row	Ch
5th row	Ch

Common Values

Value	Count	Frequency (%)
No	54755	53.8%
Ch	47011	46.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	54755	53.8%
ch	47011	46.2%

Most occurring characters

Value	Count	Frequency (%)
N	54755	26.9%
o	54755	26.9%
C	47011	23.1%
h	47011	23.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	203532	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	54755	26.9%
o	54755	26.9%
C	47011	23.1%
h	47011	23.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	203532	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	54755	26.9%
o	54755	26.9%
C	47011	23.1%
h	47011	23.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	203532	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	54755	26.9%
o	54755	26.9%
C	47011	23.1%
h	47011	23.1%

diabetesMed
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	99.5 KiB

True	78363
False	23403

Value	Count	Frequency (%)
True	78363	77.0%
False	23403	23.0%

readmitted
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

NO	54864
>30	35545
<30	11357

Length

Max length	3
Median length	2
Mean length	2.4608808
Min length	2

Characters and Unicode

Total characters	250434
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	>30
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	54864	53.9%
>30	35545	34.9%
<30	11357	11.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	54864	53.9%
30	46902	46.1%

Most occurring characters

Value	Count	Frequency (%)
N	54864	21.9%
O	54864	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	250434	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	54864	21.9%
O	54864	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	250434	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	54864	21.9%
O	54864	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	250434	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	54864	21.9%
O	54864	21.9%
3	46902	18.7%
0	46902	18.7%
>	35545	14.2%
<	11357	4.5%

diag_1_category
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.6 MiB

Diseases Of The Circulatory System	30336
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	11459
Diseases Of The Respiratory System	10407
Diseases Of The Digestive System	9208
Symptoms, Signs, And Ill-Defined Conditions	7636
Other values (14)	32720

Length

Max length	98
Median length	71
Mean length	39.288652
Min length	7

Characters and Unicode

Total characters	3998249
Distinct characters	45
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
2nd row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
3rd row	Complications Of Pregnancy, Childbirth, And The Puerperium
4th row	Infectious And Parasitic Diseases
5th row	Neoplasms

Common Values

Value	Count	Frequency (%)
Diseases Of The Circulatory System	30336	29.8%
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	11459	11.3%
Diseases Of The Respiratory System	10407	10.2%
Diseases Of The Digestive System	9208	9.0%
Symptoms, Signs, And Ill-Defined Conditions	7636	7.5%
Injury And Poisoning	6974	6.9%
Diseases Of The Genitourinary System	5078	5.0%
Diseases Of The Musculoskeletal System And Connective Tissue	4957	4.9%
Neoplasms	3433	3.4%
Infectious And Parasitic Diseases	2768	2.7%
Other values (9)	9510	9.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
diseases	79057	14.5%
of	67163	12.3%
the	65517	12.0%
system	61197	11.2%
and	52429	9.6%
circulatory	30336	5.6%
disorders	13721	2.5%
endocrine	11459	2.1%
nutritional	11459	2.1%
metabolic	11459	2.1%
Other values (42)	140595	25.8%

Most occurring characters

Value	Count	Frequency (%)
	442626	11.1%
s	428826	10.7%
e	426256	10.7%
i	301667	7.5%
t	215444	5.4%
n	196666	4.9%
a	183461	4.6%
r	164055	4.1%
o	162578	4.1%
y	135420	3.4%
Other values (35)	1341250	33.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3998249	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	442626	11.1%
s	428826	10.7%
e	426256	10.7%
i	301667	7.5%
t	215444	5.4%
n	196666	4.9%
a	183461	4.6%
r	164055	4.1%
o	162578	4.1%
y	135420	3.4%
Other values (35)	1341250	33.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3998249	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	442626	11.1%
s	428826	10.7%
e	426256	10.7%
i	301667	7.5%
t	215444	5.4%
n	196666	4.9%
a	183461	4.6%
r	164055	4.1%
o	162578	4.1%
y	135420	3.4%
Other values (35)	1341250	33.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3998249	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	442626	11.1%
s	428826	10.7%
e	426256	10.7%
i	301667	7.5%
t	215444	5.4%
n	196666	4.9%
a	183461	4.6%
r	164055	4.1%
o	162578	4.1%
y	135420	3.4%
Other values (35)	1341250	33.5%

diag_2_category
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.9 MiB

Diseases Of The Circulatory System	31365
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	21017
Diseases Of The Respiratory System	10251
Diseases Of The Genitourinary System	7987
Symptoms, Signs, And Ill-Defined Conditions	4632
Other values (14)	26514

Length

Max length	98
Median length	71
Mean length	42.970697
Min length	7

Characters and Unicode

Total characters	4372956
Distinct characters	45
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unknown
2nd row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
3rd row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
4th row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
5th row	Neoplasms

Common Values

Value	Count	Frequency (%)
Diseases Of The Circulatory System	31365	30.8%
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	21017	20.7%
Diseases Of The Respiratory System	10251	10.1%
Diseases Of The Genitourinary System	7987	7.8%
Symptoms, Signs, And Ill-Defined Conditions	4632	4.6%
Diseases Of The Digestive System	3962	3.9%
Diseases Of The Skin And Subcutaneous Tissue	3596	3.5%
Diseases Of The Blood And Blood-Forming Organs	2926	2.9%
Mental Disorders	2657	2.6%
Neoplasms	2547	2.5%
Other values (9)	10826	10.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
diseases	86085	14.7%
of	66819	11.4%
the	63552	10.9%
and	63548	10.9%
system	56615	9.7%
circulatory	31365	5.4%
disorders	23674	4.1%
endocrine	21017	3.6%
nutritional	21017	3.6%
metabolic	21017	3.6%
Other values (42)	129053	22.1%

Most occurring characters

Value	Count	Frequency (%)
	481996	11.0%
s	439542	10.1%
e	437496	10.0%
i	339957	7.8%
t	238336	5.5%
n	230993	5.3%
a	215501	4.9%
r	210639	4.8%
o	191610	4.4%
y	137977	3.2%
Other values (35)	1448909	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4372956	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	481996	11.0%
s	439542	10.1%
e	437496	10.0%
i	339957	7.8%
t	238336	5.5%
n	230993	5.3%
a	215501	4.9%
r	210639	4.8%
o	191610	4.4%
y	137977	3.2%
Other values (35)	1448909	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4372956	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	481996	11.0%
s	439542	10.1%
e	437496	10.0%
i	339957	7.8%
t	238336	5.5%
n	230993	5.3%
a	215501	4.9%
r	210639	4.8%
o	191610	4.4%
y	137977	3.2%
Other values (35)	1448909	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4372956	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	481996	11.0%
s	439542	10.1%
e	437496	10.0%
i	339957	7.8%
t	238336	5.5%
n	230993	5.3%
a	215501	4.9%
r	210639	4.8%
o	191610	4.4%
y	137977	3.2%
Other values (35)	1448909	33.1%

diag_3_category
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.2 MiB

Diseases Of The Circulatory System	29918
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	26308
Diseases Of The Respiratory System	6774
Diseases Of The Genitourinary System	6327
Symptoms, Signs, And Ill-Defined Conditions	4523
Other values (14)	27916

Length

Max length	98
Median length	71
Mean length	45.9915
Min length	7

Characters and Unicode

Total characters	4680371
Distinct characters	45
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unknown
2nd row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
3rd row	Supplementary Classification Of Factors Influencing Health Status And Contact With Health Services
4th row	Diseases Of The Circulatory System
5th row	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders

Common Values

Value	Count	Frequency (%)
Diseases Of The Circulatory System	29918	29.4%
Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	26308	25.9%
Diseases Of The Respiratory System	6774	6.7%
Diseases Of The Genitourinary System	6327	6.2%
Symptoms, Signs, And Ill-Defined Conditions	4523	4.4%
Supplementary Classification Of Factors Influencing Health Status And Contact With Health Services	3814	3.7%
Diseases Of The Digestive System	3572	3.5%
Mental Disorders	3136	3.1%
Diseases Of The Blood And Blood-Forming Organs	2490	2.4%
Diseases Of The Skin And Subcutaneous Tissue	2488	2.4%
Other values (9)	12416	12.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
diseases	83419	13.6%
and	74972	12.2%
of	61861	10.1%
the	55559	9.1%
system	50272	8.2%
circulatory	29918	4.9%
disorders	29444	4.8%
endocrine	26308	4.3%
nutritional	26308	4.3%
metabolic	26308	4.3%
Other values (42)	148111	24.2%

Most occurring characters

Value	Count	Frequency (%)
	510714	10.9%
e	443515	9.5%
s	441319	9.4%
i	370597	7.9%
n	274935	5.9%
t	266903	5.7%
a	233969	5.0%
r	226271	4.8%
o	210506	4.5%
d	145059	3.1%
Other values (35)	1556583	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4680371	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	510714	10.9%
e	443515	9.5%
s	441319	9.4%
i	370597	7.9%
n	274935	5.9%
t	266903	5.7%
a	233969	5.0%
r	226271	4.8%
o	210506	4.5%
d	145059	3.1%
Other values (35)	1556583	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4680371	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	510714	10.9%
e	443515	9.5%
s	441319	9.4%
i	370597	7.9%
n	274935	5.9%
t	266903	5.7%
a	233969	5.0%
r	226271	4.8%
o	210506	4.5%
d	145059	3.1%
Other values (35)	1556583	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4680371	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	510714	10.9%
e	443515	9.5%
s	441319	9.4%
i	370597	7.9%
n	274935	5.9%
t	266903	5.7%
a	233969	5.0%
r	226271	4.8%
o	210506	4.5%
d	145059	3.1%
Other values (35)	1556583	33.3%

Interactions

Correlations

	A1Cresult	acarbose	acetohexamide	admission_source_id	admission_type_id	age	change	chlorpropamide	diabetesMed	diag_1_category	diag_2_category	diag_3_category	gender	glimepiride	glimepiride-pioglitazone	glipizide	glipizide-metformin	glyburide	glyburide-metformin	insulin	max_glu_serum	metformin	metformin-pioglitazone	metformin-rosiglitazone	miglitol	nateglinide	num_lab_procedures	num_medications	num_procedures	number_diagnoses	number_emergency	number_inpatient	number_outpatient	pioglitazone	race	readmitted	repaglinide	rosiglitazone	time_in_hospital	tolazamide	tolbutamide	troglitazone	weight
A1Cresult	1.000	0.012	0.000	0.064	0.062	0.106	0.115	0.000	0.096	0.099	0.073	0.057	0.016	0.020	0.000	0.023	0.006	0.017	0.000	0.080	0.043	0.042	0.000	0.004	0.000	0.001	0.149	0.018	0.038	0.053	0.000	0.022	0.009	0.011	0.030	0.018	0.020	0.010	0.039	0.010	0.000	0.000	0.029
acarbose	0.012	1.000	0.000	0.000	0.000	0.002	0.046	0.000	0.030	0.007	0.000	0.000	0.007	0.010	0.000	0.022	0.000	0.007	0.004	0.011	0.002	0.013	0.000	0.000	0.001	0.000	0.000	0.013	0.004	0.000	0.000	0.007	0.000	0.007	0.008	0.012	0.012	0.002	0.007	0.000	0.000	0.000	0.006
acetohexamide	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.019	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.000	0.000	0.000
admission_source_id	0.064	0.000	0.000	1.000	-0.383	0.035	0.023	0.000	0.018	0.131	0.057	0.040	0.012	0.016	0.000	0.007	0.000	0.019	0.017	0.041	0.363	0.029	0.000	0.000	0.000	0.007	0.136	-0.063	-0.205	0.106	0.104	0.056	0.024	0.017	0.048	0.056	0.018	0.021	0.003	0.000	0.004	0.000	0.078
admission_type_id	0.062	0.000	0.000	-0.383	1.000	0.038	0.063	0.002	0.043	0.139	0.065	0.048	0.013	0.036	0.000	0.012	0.000	0.007	0.027	0.064	0.341	0.032	0.000	0.000	0.005	0.012	-0.224	0.087	0.217	-0.127	-0.033	-0.045	0.030	0.020	0.066	0.044	0.034	0.019	-0.015	0.006	0.013	0.000	0.097
age	0.106	0.002	0.000	0.035	0.038	1.000	0.056	0.003	0.044	0.162	0.153	0.146	0.078	0.024	0.000	0.037	0.000	0.050	0.010	0.068	0.036	0.066	0.000	0.000	0.004	0.008	0.023	0.060	0.065	0.131	0.027	0.049	0.004	0.030	0.095	0.038	0.029	0.026	0.043	0.000	0.014	0.000	0.022
change	0.115	0.046	0.000	0.023	0.063	0.056	1.000	0.012	0.506	0.118	0.071	0.047	0.014	0.144	0.000	0.209	0.007	0.191	0.043	0.641	0.057	0.329	0.000	0.000	0.014	0.055	0.070	0.244	0.027	0.057	0.015	0.017	0.015	0.203	0.020	0.046	0.078	0.196	0.115	0.000	0.000	0.003	0.046
chlorpropamide	0.000	0.000	0.000	0.000	0.002	0.003	0.012	1.000	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.010	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.006	0.000	0.000	0.000	0.000	0.004	0.004	0.000	0.000	0.003	0.000	0.000	0.000	0.000
diabetesMed	0.096	0.030	0.000	0.018	0.043	0.044	0.506	0.015	1.000	0.100	0.060	0.042	0.015	0.127	0.000	0.206	0.004	0.187	0.045	0.585	0.050	0.270	0.000	0.000	0.009	0.045	0.043	0.196	0.030	0.032	0.007	0.018	0.001	0.152	0.011	0.061	0.068	0.141	0.070	0.010	0.007	0.000	0.035
diag_1_category	0.099	0.007	0.000	0.131	0.139	0.162	0.118	0.000	0.100	1.000	0.254	0.203	0.073	0.025	0.000	0.048	0.003	0.046	0.014	0.103	0.051	0.079	0.004	0.000	0.003	0.014	0.074	0.098	0.185	0.072	0.014	0.031	0.018	0.035	0.057	0.063	0.015	0.031	0.098	0.000	0.000	0.000	0.062
diag_2_category	0.073	0.000	0.000	0.057	0.065	0.153	0.071	0.000	0.060	0.254	1.000	0.193	0.065	0.019	0.018	0.026	0.011	0.027	0.007	0.059	0.035	0.055	0.000	0.000	0.014	0.007	0.047	0.070	0.107	0.143	0.018	0.023	0.018	0.019	0.047	0.053	0.015	0.020	0.059	0.000	0.007	0.014	0.104
diag_3_category	0.057	0.000	0.000	0.040	0.048	0.146	0.047	0.000	0.042	0.203	0.193	1.000	0.051	0.015	0.006	0.023	0.000	0.026	0.003	0.044	0.027	0.046	0.000	0.000	0.007	0.000	0.047	0.068	0.072	0.323	0.016	0.022	0.016	0.020	0.033	0.052	0.013	0.013	0.063	0.000	0.007	0.000	0.073
gender	0.016	0.007	0.000	0.012	0.013	0.078	0.014	0.000	0.015	0.073	0.065	0.051	1.000	0.000	0.000	0.019	0.005	0.023	0.000	0.000	0.000	0.000	0.000	0.002	0.004	0.000	0.017	0.036	0.045	0.000	0.000	0.008	0.000	0.004	0.051	0.013	0.000	0.011	0.028	0.003	0.000	0.004	0.007
glimepiride	0.020	0.010	0.000	0.016	0.036	0.024	0.144	0.000	0.127	0.025	0.019	0.015	0.000	1.000	0.000	0.042	0.000	0.040	0.004	0.010	0.019	0.028	0.000	0.000	0.013	0.009	0.019	0.029	0.007	0.010	0.009	0.000	0.000	0.026	0.013	0.007	0.003	0.025	0.025	0.000	0.000	0.005	0.007
glimepiride-pioglitazone	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.006	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
glipizide	0.023	0.022	0.000	0.007	0.012	0.037	0.209	0.002	0.206	0.048	0.026	0.023	0.019	0.042	0.000	1.000	0.000	0.062	0.015	0.034	0.011	0.049	0.000	0.000	0.014	0.007	0.024	0.042	0.009	0.013	0.000	0.012	0.000	0.029	0.014	0.015	0.010	0.027	0.037	0.000	0.002	0.000	0.022
glipizide-metformin	0.006	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.004	0.003	0.011	0.000	0.005	0.000	0.000	0.000	1.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.005	0.000	0.000	0.000	0.000
glyburide	0.017	0.007	0.000	0.019	0.007	0.050	0.191	0.000	0.187	0.046	0.027	0.026	0.023	0.040	0.000	0.062	0.000	1.000	0.004	0.054	0.006	0.093	0.000	0.000	0.000	0.011	0.020	0.030	0.007	0.024	0.000	0.020	0.005	0.016	0.017	0.004	0.014	0.025	0.033	0.000	0.000	0.000	0.011
glyburide-metformin	0.000	0.004	0.000	0.017	0.027	0.010	0.043	0.000	0.045	0.014	0.007	0.003	0.000	0.004	0.000	0.015	0.030	0.004	1.000	0.005	0.009	0.012	0.000	0.000	0.000	0.004	0.006	0.003	0.000	0.012	0.020	0.000	0.000	0.018	0.009	0.004	0.003	0.002	0.003	0.000	0.000	0.000	0.014
insulin	0.080	0.011	0.000	0.041	0.064	0.068	0.641	0.010	0.585	0.103	0.059	0.044	0.000	0.010	0.000	0.034	0.000	0.054	0.005	1.000	0.047	0.032	0.000	0.003	0.004	0.004	0.073	0.143	0.023	0.078	0.017	0.044	0.018	0.009	0.035	0.050	0.018	0.013	0.079	0.008	0.000	0.000	0.095
max_glu_serum	0.043	0.002	0.000	0.363	0.341	0.036	0.057	0.000	0.050	0.051	0.035	0.027	0.000	0.019	0.000	0.011	0.000	0.006	0.009	0.047	1.000	0.019	0.000	0.000	0.000	0.009	0.243	0.029	0.045	0.055	0.000	0.028	0.013	0.011	0.038	0.015	0.010	0.003	0.029	0.000	0.013	0.000	0.042
metformin	0.042	0.013	0.000	0.029	0.032	0.066	0.329	0.003	0.270	0.079	0.055	0.046	0.000	0.028	0.000	0.049	0.000	0.093	0.012	0.032	0.019	1.000	0.041	0.000	0.008	0.013	0.037	0.044	0.023	0.046	0.000	0.032	0.007	0.034	0.012	0.022	0.009	0.061	0.028	0.008	0.005	0.000	0.011
metformin-pioglitazone	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.041	1.000	0.000	0.000	0.000	0.001	0.000	0.000	0.005	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
metformin-rosiglitazone	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.038	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
miglitol	0.000	0.001	0.000	0.000	0.005	0.004	0.014	0.000	0.009	0.003	0.014	0.007	0.004	0.013	0.000	0.014	0.000	0.000	0.000	0.004	0.000	0.008	0.000	0.000	1.000	0.005	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.005	0.008	0.000	0.009	0.000	0.000	0.000	0.000
nateglinide	0.001	0.000	0.000	0.007	0.012	0.008	0.055	0.000	0.045	0.014	0.007	0.000	0.000	0.009	0.000	0.007	0.000	0.011	0.004	0.004	0.009	0.013	0.000	0.000	0.005	1.000	0.006	0.015	0.001	0.035	0.021	0.000	0.000	0.020	0.010	0.000	0.000	0.009	0.005	0.000	0.000	0.000	0.010
num_lab_procedures	0.149	0.000	0.004	0.136	-0.224	0.023	0.070	0.000	0.043	0.074	0.047	0.047	0.017	0.019	0.000	0.024	0.008	0.020	0.006	0.073	0.243	0.037	0.001	0.000	0.000	0.006	1.000	0.252	0.023	0.169	0.006	0.041	-0.024	0.018	0.045	0.032	0.020	0.011	0.337	0.000	0.006	0.000	0.112
num_medications	0.018	0.013	0.019	-0.063	0.087	0.060	0.244	0.000	0.196	0.098	0.070	0.068	0.036	0.029	0.000	0.042	0.000	0.030	0.003	0.143	0.029	0.044	0.000	0.038	0.000	0.015	0.252	1.000	0.352	0.294	0.044	0.099	0.074	0.043	0.034	0.063	0.016	0.032	0.465	0.000	0.000	0.000	0.028
num_procedures	0.038	0.004	0.013	-0.205	0.217	0.065	0.027	0.003	0.030	0.185	0.107	0.072	0.045	0.007	0.000	0.009	0.000	0.007	0.000	0.023	0.045	0.023	0.000	0.006	0.000	0.001	0.023	0.352	1.000	0.067	-0.046	-0.064	-0.024	0.010	0.026	0.037	0.000	0.008	0.187	0.007	0.000	0.000	0.019
number_diagnoses	0.053	0.000	0.000	0.106	-0.127	0.131	0.057	0.006	0.032	0.072	0.143	0.323	0.000	0.010	0.005	0.013	0.000	0.024	0.012	0.078	0.055	0.046	0.005	0.000	0.000	0.035	0.169	0.294	0.067	1.000	0.092	0.136	0.113	0.010	0.048	0.082	0.022	0.008	0.237	0.009	0.000	0.000	0.063
number_emergency	0.000	0.000	0.000	0.104	-0.033	0.027	0.015	0.000	0.007	0.014	0.018	0.016	0.000	0.009	0.000	0.000	0.000	0.000	0.020	0.017	0.000	0.000	0.000	0.000	0.000	0.021	0.006	0.044	-0.046	0.092	1.000	0.222	0.177	0.000	0.006	0.029	0.000	0.000	-0.001	0.000	0.000	0.000	0.000
number_inpatient	0.022	0.007	0.000	0.056	-0.045	0.049	0.017	0.000	0.018	0.031	0.023	0.022	0.008	0.000	0.000	0.012	0.000	0.020	0.000	0.044	0.028	0.032	0.000	0.000	0.003	0.000	0.041	0.099	-0.064	0.136	0.222	1.000	0.156	0.011	0.010	0.130	0.000	0.008	0.092	0.000	0.000	0.000	0.026
number_outpatient	0.009	0.000	0.000	0.024	0.030	0.004	0.015	0.000	0.001	0.018	0.018	0.016	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.018	0.013	0.007	0.000	0.000	0.000	0.000	-0.024	0.074	-0.024	0.113	0.177	0.156	1.000	0.000	0.013	0.028	0.000	0.000	-0.013	0.000	0.000	0.000	0.058
pioglitazone	0.011	0.007	0.000	0.017	0.020	0.030	0.203	0.000	0.152	0.035	0.019	0.020	0.004	0.026	0.000	0.029	0.000	0.016	0.018	0.009	0.011	0.034	0.010	0.000	0.000	0.020	0.018	0.043	0.010	0.010	0.000	0.011	0.000	1.000	0.015	0.011	0.015	0.037	0.023	0.000	0.000	0.000	0.018
race	0.030	0.008	0.000	0.048	0.066	0.095	0.020	0.004	0.011	0.057	0.047	0.033	0.051	0.013	0.000	0.014	0.000	0.017	0.009	0.035	0.038	0.012	0.000	0.000	0.000	0.010	0.045	0.034	0.026	0.048	0.006	0.010	0.013	0.015	1.000	0.019	0.014	0.007	0.015	0.000	0.002	0.000	0.079
readmitted	0.018	0.012	0.000	0.056	0.044	0.038	0.046	0.004	0.061	0.063	0.053	0.052	0.013	0.007	0.000	0.015	0.001	0.004	0.004	0.050	0.015	0.022	0.000	0.000	0.005	0.000	0.032	0.063	0.037	0.082	0.029	0.130	0.028	0.011	0.019	1.000	0.016	0.013	0.048	0.002	0.000	0.000	0.048
repaglinide	0.020	0.012	0.000	0.018	0.034	0.029	0.078	0.000	0.068	0.015	0.015	0.013	0.000	0.003	0.000	0.010	0.000	0.014	0.003	0.018	0.010	0.009	0.000	0.000	0.008	0.000	0.020	0.016	0.000	0.022	0.000	0.000	0.000	0.015	0.014	0.016	1.000	0.006	0.024	0.000	0.000	0.000	0.002
rosiglitazone	0.010	0.002	0.000	0.021	0.019	0.026	0.196	0.000	0.141	0.031	0.020	0.013	0.011	0.025	0.000	0.027	0.000	0.025	0.002	0.013	0.003	0.061	0.000	0.000	0.000	0.009	0.011	0.032	0.008	0.008	0.000	0.008	0.000	0.037	0.007	0.013	0.006	1.000	0.021	0.000	0.000	0.003	0.000
time_in_hospital	0.039	0.007	0.019	0.003	-0.015	0.043	0.115	0.003	0.070	0.098	0.059	0.063	0.028	0.025	0.000	0.037	0.005	0.033	0.003	0.079	0.029	0.028	0.000	0.000	0.009	0.005	0.337	0.465	0.187	0.237	-0.001	0.092	-0.013	0.023	0.015	0.048	0.024	0.021	1.000	0.000	0.000	0.013	0.028
tolazamide	0.010	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.009	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	1.000	0.000	0.000	0.000
tolbutamide	0.000	0.000	0.000	0.004	0.013	0.014	0.000	0.000	0.007	0.000	0.007	0.007	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.013	0.005	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
troglitazone	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.014	0.000	0.004	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.013	0.000	0.000	1.000	0.000
weight	0.029	0.006	0.000	0.078	0.097	0.022	0.046	0.000	0.035	0.062	0.104	0.073	0.007	0.007	0.000	0.022	0.000	0.011	0.014	0.095	0.042	0.011	0.000	0.000	0.000	0.010	0.112	0.028	0.019	0.063	0.000	0.026	0.058	0.018	0.079	0.048	0.002	0.000	0.028	0.000	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	race	gender	age	admission_type_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_inpatient	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted	diag_1_category	diag_2_category	diag_3_category
0	Caucasian	Female	[0-10)	6	1	1	Pediatrics-Endocrinology	41	0	1	0	0	1	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	NO	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Unknown	Unknown
1	Caucasian	Female	[10-20)	1	7	3	Unknown	59	0	18	0	0	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	>30	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
2	AfricanAmerican	Female	[20-30)	1	7	2	Unknown	11	5	13	2	1	6	NotPerformed	NotPerformed	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	NO	Complications Of Pregnancy, Childbirth, And The Puerperium	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Supplementary Classification Of Factors Influencing Health Status And Contact With Health Services
3	Caucasian	Male	[30-40)	1	7	2	Unknown	44	1	16	0	0	7	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO	Infectious And Parasitic Diseases	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Diseases Of The Circulatory System
4	Caucasian	Male	[40-50)	1	7	1	Unknown	51	0	8	0	0	5	NotPerformed	NotPerformed	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO	Neoplasms	Neoplasms	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
5	Caucasian	Male	[50-60)	2	2	3	Unknown	31	6	16	0	0	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	>30	Diseases Of The Circulatory System	Diseases Of The Circulatory System	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
6	Caucasian	Male	[60-70)	3	2	4	Unknown	70	1	21	0	0	7	NotPerformed	NotPerformed	Steady	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO	Diseases Of The Circulatory System	Diseases Of The Circulatory System	Supplementary Classification Of Factors Influencing Health Status And Contact With Health Services
7	Caucasian	Male	[70-80)	1	7	5	Unknown	73	0	12	0	0	8	NotPerformed	NotPerformed	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	>30	Diseases Of The Circulatory System	Diseases Of The Respiratory System	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
8	Caucasian	Female	[80-90)	2	4	13	Unknown	68	2	28	0	0	8	NotPerformed	NotPerformed	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO	Diseases Of The Circulatory System	Diseases Of The Circulatory System	Infectious And Parasitic Diseases
9	Caucasian	Female	[90-100)	3	4	12	InternalMedicine	33	3	18	0	0	8	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO	Diseases Of The Circulatory System	Neoplasms	Diseases Of The Respiratory System

	race	gender	age	admission_type_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_emergency	number_inpatient	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted	diag_1_category	diag_2_category	diag_3_category
101756	Other	Female	[60-70)	1	7	2	Unknown	46	6	17	1	1	1	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	>30	Injury And Poisoning	Diseases Of The Genitourinary System	Diseases Of The Circulatory System
101757	Caucasian	Female	[70-80)	1	7	5	Unknown	21	1	16	0	0	1	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	NO	Diseases Of The Respiratory System	Diseases Of The Respiratory System	Diseases Of The Respiratory System
101758	Caucasian	Female	[80-90)	1	7	5	Unknown	76	1	22	0	1	0	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO	Mental Disorders	Infectious And Parasitic Diseases	Mental Disorders
101759	Caucasian	Male	[80-90)	1	7	1	Unknown	1	0	15	3	0	0	7	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO	Diseases Of The Circulatory System	Symptoms, Signs, And Ill-Defined Conditions	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders
101760	AfricanAmerican	Female	[60-70)	1	7	6	Unknown	45	1	25	3	1	2	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	>30	Diseases Of The Nervous System And Sense Organs	Diseases Of The Circulatory System	Diseases Of The Circulatory System
101761	AfricanAmerican	Male	[70-80)	1	7	3	Unknown	51	0	16	0	0	0	9	NotPerformed	>8	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	>30	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Mental Disorders	Diseases Of The Circulatory System
101762	AfricanAmerican	Female	[80-90)	1	5	5	Unknown	33	3	18	0	0	1	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	NO	Diseases Of The Digestive System	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Symptoms, Signs, And Ill-Defined Conditions
101763	Caucasian	Male	[70-80)	1	7	1	Unknown	53	0	9	1	0	0	13	NotPerformed	NotPerformed	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	NO	Infectious And Parasitic Diseases	Diseases Of The Genitourinary System	Mental Disorders
101764	Caucasian	Female	[80-90)	2	7	10	Surgery-General	45	2	21	0	0	1	9	NotPerformed	NotPerformed	No	No	No	No	No	No	Steady	No	No	Steady	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO	Injury And Poisoning	Diseases Of The Blood And Blood-Forming Organs	Injury And Poisoning
101765	Caucasian	Male	[70-80)	1	7	6	Unknown	13	3	3	0	0	0	9	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	NO	Diseases Of The Digestive System	Diseases Of The Digestive System	Symptoms, Signs, And Ill-Defined Conditions

Duplicate rows

Most frequently occurring

	race	gender	age	weight	admission_type_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_emergency	number_inpatient	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted	diag_1_category	diag_2_category	diag_3_category	# duplicates
0	AfricanAmerican	Female	[10-20)	0	1	7	3	Pediatrics-Endocrinology	51	0	3	0	0	0	1	NotPerformed	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	NO	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Unknown	Unknown	2
1	Caucasian	Female	[30-40)	0	3	1	3	ObstetricsandGynecology	22	1	15	0	0	0	7	NotPerformed	NotPerformed	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	NO	Complications Of Pregnancy, Childbirth, And The Puerperium	Endocrine, Nutritional And Metabolic Diseases, And Immunity Disorders	Complications Of Pregnancy, Childbirth, And The Puerperium	2

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